{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:32:53.606518Z",
     "iopub.status.busy": "2024-11-29T15:32:53.605500Z",
     "iopub.status.idle": "2024-11-29T15:32:53.623324Z",
     "shell.execute_reply": "2024-11-29T15:32:53.623324Z",
     "shell.execute_reply.started": "2024-11-29T15:32:53.606518Z"
    }
   },
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:23:33.101742Z",
     "iopub.status.busy": "2024-11-29T15:23:33.101742Z",
     "iopub.status.idle": "2024-11-29T15:23:33.122006Z",
     "shell.execute_reply": "2024-11-29T15:23:33.120824Z",
     "shell.execute_reply.started": "2024-11-29T15:23:33.101742Z"
    }
   },
   "source": [
    "**relplot**：  \n",
    "这个函数功能非常强大，可以用来表示多个变量之间的关联关系。默认情况下是绘制散点图，也可以绘制线性图，具体绘制什么图形是通过kind参数来决定的。\n",
    "scatterplot和lineplot是relplot的一个封装。\n",
    "1. scatterplot：relplot(kind='scatter')。\n",
    "2. lineplot：relplot(kind='line')。\n",
    "\n",
    "relplot在绘制的时候，不能直接给x和y指定具体的值，而应该使用data参数DataFrame中的列的名字。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:24:55.534621Z",
     "iopub.status.busy": "2024-11-29T15:24:55.534621Z",
     "iopub.status.idle": "2024-11-29T15:24:55.562332Z",
     "shell.execute_reply": "2024-11-29T15:24:55.561220Z",
     "shell.execute_reply.started": "2024-11-29T15:24:55.534621Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip     sex smoker   day    time  size\n",
       "0         16.99  1.01  Female     No   Sun  Dinner     2\n",
       "1         10.34  1.66    Male     No   Sun  Dinner     3\n",
       "2         21.01  3.50    Male     No   Sun  Dinner     3\n",
       "3         23.68  3.31    Male     No   Sun  Dinner     2\n",
       "4         24.59  3.61  Female     No   Sun  Dinner     4\n",
       "..          ...   ...     ...    ...   ...     ...   ...\n",
       "239       29.03  5.92    Male     No   Sat  Dinner     3\n",
       "240       27.18  2.00  Female    Yes   Sat  Dinner     2\n",
       "241       22.67  2.00    Male    Yes   Sat  Dinner     2\n",
       "242       17.82  1.75    Male     No   Sat  Dinner     2\n",
       "243       18.78  3.00  Female     No  Thur  Dinner     2\n",
       "\n",
       "[244 rows x 7 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# # github中加载远程的数据集\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "tips"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:25:10.760047Z",
     "iopub.status.busy": "2024-11-29T15:25:10.760047Z",
     "iopub.status.idle": "2024-11-29T15:25:10.899543Z",
     "shell.execute_reply": "2024-11-29T15:25:10.899543Z",
     "shell.execute_reply.started": "2024-11-29T15:25:10.760047Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1e0c9686bb0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"total_bill\",y=\"tip\",data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:25:20.182006Z",
     "iopub.status.busy": "2024-11-29T15:25:20.182006Z",
     "iopub.status.idle": "2024-11-29T15:25:20.404462Z",
     "shell.execute_reply": "2024-11-29T15:25:20.403462Z",
     "shell.execute_reply.started": "2024-11-29T15:25:20.182006Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1e0c96fdbb0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 581.75x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# hue参数是用来控制第三个变量的颜色显示的。比如我们在以上图的基础之上体现出星期几的参数\n",
    "sns.relplot(x=\"total_bill\",y=\"tip\",hue='day',data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:25:37.478530Z",
     "iopub.status.busy": "2024-11-29T15:25:37.478530Z",
     "iopub.status.idle": "2024-11-29T15:25:37.978134Z",
     "shell.execute_reply": "2024-11-29T15:25:37.976831Z",
     "shell.execute_reply.started": "2024-11-29T15:25:37.478530Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1e0c97aef70>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# col和row，可以将图根据某个属性的值的个数分割成多列或者多行。\n",
    "# 比如在以上图的基础之上我们想要把Lunch(午餐)和Dinner(晚餐)以及男人和女人分割成4个图来显示。\n",
    "sns.relplot(x=\"total_bill\",y=\"tip\",col=\"time\",row=\"sex\",data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:26:23.198851Z",
     "iopub.status.busy": "2024-11-29T15:26:23.198851Z",
     "iopub.status.idle": "2024-11-29T15:26:23.689782Z",
     "shell.execute_reply": "2024-11-29T15:26:23.688779Z",
     "shell.execute_reply.started": "2024-11-29T15:26:23.198851Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1e0c9e996a0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 有时候我们的图有很多，默认情况下会在一行中全部展示出来，那么我们可以通过col_wrap来指定具体多少列。\n",
    "sns.relplot(x=\"total_bill\",y=\"tip\",col=\"day\",col_wrap=3,data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:27:29.695636Z",
     "iopub.status.busy": "2024-11-29T15:27:29.694129Z",
     "iopub.status.idle": "2024-11-29T15:27:29.921337Z",
     "shell.execute_reply": "2024-11-29T15:27:29.921337Z",
     "shell.execute_reply.started": "2024-11-29T15:27:29.695636Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1e0cb0309d0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 558.875x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sns.scatterplot(x=\"total_bill\",y=\"tip\",data=tips)\n",
    "sns.relplot(x=\"total_bill\",y=\"tip\",data=tips,kind=\"scatter\",size=\"size\") # 用size这一列的值，给散点的大小（size）做区分"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**绘制折线图**  \n",
    "relplot通过设置kind=\"line\"可以绘制折线图。并且他的功能比plt.plot更加强大。plot只能指定具体的x和y轴的数据（比如x轴是N个数，y轴也必须为N个数）。而relplot则可以在自动在两组数据中进行计算绘图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:29:22.103355Z",
     "iopub.status.busy": "2024-11-29T15:29:22.103355Z",
     "iopub.status.idle": "2024-11-29T15:29:22.351615Z",
     "shell.execute_reply": "2024-11-29T15:29:22.350502Z",
     "shell.execute_reply.started": "2024-11-29T15:29:22.103355Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1e0cb2abac0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"size\",y='tip',data=tips,kind=\"line\")\n",
    "# 中间的那个实线，表示在同一个时间点数值的平均值\n",
    "# 外面的透明阴影部分是置信区间,默认展示置信区间，如果不想要的话，可以传入参数cl=None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:30:53.991513Z",
     "iopub.status.busy": "2024-11-29T15:30:53.990211Z",
     "iopub.status.idle": "2024-11-29T15:30:54.194913Z",
     "shell.execute_reply": "2024-11-29T15:30:54.193964Z",
     "shell.execute_reply.started": "2024-11-29T15:30:53.991513Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='size', ylabel='tip'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置hue为event，就会根据event来绘制不同的颜色\n",
    "# 设置style为event，就会根据event来设置线条的样式\n",
    "# 设置hue_order 会将event的样式显示换个顺序反过来显示\n",
    "# 使用lineplot只能绘制一个，不能使用col和row将图拆开了\n",
    "sns.lineplot(x=\"size\",y='tip',data=tips,hue=\"sex\",style=\"sex\",hue_order=['Male','Female'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:32:32.524368Z",
     "iopub.status.busy": "2024-11-29T15:32:32.523366Z",
     "iopub.status.idle": "2024-11-29T15:32:32.993452Z",
     "shell.execute_reply": "2024-11-29T15:32:32.992449Z",
     "shell.execute_reply.started": "2024-11-29T15:32:32.524368Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1e0cf033610>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100.25x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置col为region，就会根据region值的个数来绘制指定个数的图\n",
    "sns.relplot(x=\"size\",y='tip',data=tips,hue=\"sex\",style=\"sex\",hue_order=['Male','Female'],kind='line',col='time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:32:58.287764Z",
     "iopub.status.busy": "2024-11-29T15:32:58.286324Z",
     "iopub.status.idle": "2024-11-29T15:32:58.412924Z",
     "shell.execute_reply": "2024-11-29T15:32:58.411917Z",
     "shell.execute_reply.started": "2024-11-29T15:32:58.287764Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1e0cf505c10>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"x\",y=\"y\",data=pd.DataFrame({\"x\":np.arange(10),\"y\":np.sin(np.arange(10))}),kind=\"line\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
